Image Recognition of Crop Diseases and Insect Pests Based on Deep Learning

Table 2

GoogLeNet model improves training efficiency.

Item	Bold text	Goo	Ent	Aug	Tran	L2
Training set	3.6	2.97	2.94	1.58	3.08	3.6
Validation set	4.11	2.35	4.14	4.28	4.39	2.42
Test set	4.3	5.79	4.73	5.93	5.13	3.57
SMCNL	3.16	1.09	1.95	4.88	4.83	2.96
EFFL	4.36	4.07	5.2	2.32	3.9	1.79
MEMA-I	1.25	6.02	4.69	2.42	1.81	2.28